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Pith
Pith Number

pith:G6BTHCCF

pith:2023:G6BTHCCFTZ3T6CXWFE4KTOYV7P
not attested not anchored not stored refs pending

S-LoRA: Serving Thousands of Concurrent LoRA Adapters

Banghua Zhu, Christopher Chou, Coleman Hooper, Dacheng Li, Ion Stoica, Joseph E. Gonzalez, Kurt Keutzer, Lianmin Zheng, Nicholas Lee, Shiyi Cao, Shuo Yang, Ying Sheng

arxiv:2311.03285 v3 · 2023-11-06 · cs.LG · cs.AI · cs.DC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{G6BTHCCFTZ3T6CXWFE4KTOYV7P}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
✓ Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

18 papers in Pith

User as Engram: Internalizing Per-User Memory as Local Parametric Edits
FMplex: Model Virtualization for Serving Extensible Foundation Models
SPEAR: A System for Post-Quantization Error-Adaptive Recovery Enabling Efficient Low-Bit LLM Serving
On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters
Large Language Models Should Learn Personalized Rather Than Aggregated Human Preferences
Receipt and verification
First computed 2026-07-05T08:27:23.442704Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

37833388459e773f0af62938a9bb15fbd27b32ad1265f3d1ec2730200c59dfd3

Aliases

arxiv: 2311.03285 · arxiv_version: 2311.03285v3 · doi: 10.48550/arxiv.2311.03285 · pith_short_12: G6BTHCCFTZ3T · pith_short_16: G6BTHCCFTZ3T6CXW · pith_short_8: G6BTHCCF
Agent API
Resolver JSON Graph JSON Events JSON Schema Signing key
Verify this Pith Number yourself 
curl -sH 'Accept: application/ld+json' https://pith.science/pith/G6BTHCCFTZ3T6CXWFE4KTOYV7P \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 37833388459e773f0af62938a9bb15fbd27b32ad1265f3d1ec2730200c59dfd3
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "e2e3586322b1680ce1043bf60889ccc2431934598104bca98d194b668a0a2216",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-06T17:26:17Z",
    "title_canon_sha256": "4bc0c121bc26513e6837c94b65c5cae90009a8bcd35b7edf37a102abaf3ec526"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.03285",
    "kind": "arxiv",
    "version": 3
  }
}